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Stability and critical pointsΒΆ

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The implementation of critical points in \(\text{FeO}_\text{s}\) follows the algorithm by Michelsen and Mollerup. A necessary condition for stability is the positive-definiteness of the quadratic form (Heidemann and Khalil 1980)

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+\[\sum_{ij}\left(\frac{\partial^2 A}{\partial N_i\partial N_j}\right)_{T,V}\Delta N_i\Delta N_j\]
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The spinodal or limit of stability consists of the points for which the quadratic form is positive semi-definite. Following Michelsen and Mollerup, the matrix \(M\) can be defined as

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+\[M_{ij}=\sqrt{z_iz_j}\left(\frac{\partial^2\beta A}{\partial N_i\partial N_j}\right)\]
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with the molar compositon \(z_i\). Further, the variable \(s\) is introduced that acts on the mole numbers \(N_i\) via

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+\[N_i=z_i+su_i\sqrt{z_i}\]
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with \(u_i\) the elements of the eigenvector of \(M\) corresponding to the smallest eigenvector \(\lambda_1\). Then, the limit of stability can be expressed as

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+\[c_1=\left.\frac{\partial^2\beta A}{\partial s^2}\right|_{s=0}=\sum_{ij}u_iu_jM_{ij}=\lambda_1=0\]
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A critical point is defined as a stable point on the limit of stability. This leads to the second criticality condition

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+\[c_2=\left.\frac{\partial^3\beta A}{\partial s^3}\right|_{s=0}=0\]
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The derivatives of the Helmholtz energy can be calculated efficiently in a single evaluation using generalized hyper-dual numbers. The following methods of State are available to determine spinodal or critical points for different specifications:

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specified

unkonwns

equations

spinodal

\(T,N_i\)

\(\rho\)

\(c_1(T,\rho,N_i)=0\)

critical_point

\(N_i\)

\(T,\rho\)

\(c_1(T,\rho,N_i)=0\)
\(c_2(T,\rho,N_i)=0\)

critical_point_binary_t

\(T\)

\(\rho_1,\rho_2\)

\(c_1(T,\rho_1,\rho_2)=0\)
\(c_2(T,\rho_1,\rho_2)=0\)

critical_point_binary_p

\(p\)

\(T,\rho_1,\rho_2\)

\(c_1(T,\rho_1,\rho_2)=0\)
\(c_2(T,\rho_1,\rho_2)=0\)
\(p(T,\rho_1,\rho_2)=p\)

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